{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SCGEN:  Perturbation Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "#if branch is stable, will install via pypi, else will install from source\n",
    "branch = \"stable\"\n",
    "IN_COLAB = \"google.colab\" in sys.modules\n",
    "\n",
    "if IN_COLAB and branch == \"stable\":\n",
    "    !pip install --quiet scgen[tutorials]\n",
    "elif IN_COLAB and branch != \"stable\":\n",
    "    !pip install --quiet --upgrade jsonschema\n",
    "    !pip install --quiet git+https://github.com/theislab/scgen@$branch#egg=scgen[tutorials]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "import scanpy as sc\n",
    "import scgen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading Train Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fab4d998c00c476f8c60b4e3202aa3db",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0.00B [00:00, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/marco/.pyenv/versions/3.7.7/lib/python3.7/site-packages/anndata/compat/__init__.py:183: FutureWarning: Moving element from .uns['neighbors']['distances'] to .obsp['distances'].\n",
      "\n",
      "This is where adjacency matrices should go now.\n",
      "  FutureWarning,\n",
      "/home/marco/.pyenv/versions/3.7.7/lib/python3.7/site-packages/anndata/compat/__init__.py:183: FutureWarning: Moving element from .uns['neighbors']['connectivities'] to .obsp['connectivities'].\n",
      "\n",
      "This is where adjacency matrices should go now.\n",
      "  FutureWarning,\n"
     ]
    }
   ],
   "source": [
    "train = sc.read(\"./tests/data/train_kang.h5ad\",\n",
    "                backup_url='https://drive.google.com/uc?id=1r87vhoLLq6PXAYdmyyd89zG90eJOFYLk')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's remove stimulated CD4T cells from both the training set. This is just for the sake of this notebook, in practice, you do not need to do this step, just pass the train data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_new = train[~((train.obs[\"cell_type\"] == \"CD4T\") &\n",
    "                    (train.obs[\"condition\"] == \"stimulated\"))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocessing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m Using batches from adata.obs\u001b[1m[\u001b[0m\u001b[32m\"condition\"\u001b[0m\u001b[1m]\u001b[0m                                           \n",
      "\u001b[34mINFO    \u001b[0m Using labels from adata.obs\u001b[1m[\u001b[0m\u001b[32m\"cell_type\"\u001b[0m\u001b[1m]\u001b[0m                                            \n",
      "\u001b[34mINFO    \u001b[0m Using data from adata.X                                                             \n",
      "\u001b[34mINFO    \u001b[0m Computing library size prior per batch                                              \n",
      "\u001b[34mINFO    \u001b[0m Successfully registered anndata object containing \u001b[1;34m13766\u001b[0m cells, \u001b[1;34m6998\u001b[0m vars, \u001b[1;34m2\u001b[0m batches,\n",
      "         \u001b[1;34m7\u001b[0m labels, and \u001b[1;34m0\u001b[0m proteins. Also registered \u001b[1;34m0\u001b[0m extra categorical covariates and \u001b[1;34m0\u001b[0m extra\n",
      "         continuous covariates.                                                              \n",
      "\u001b[34mINFO    \u001b[0m Please do not further modify adata until model is trained.                          \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/scvi/data/_anndata.py:815: UserWarning: adata.X does not contain unnormalized count data. Are you sure this is what you want?\n",
      "  logger_data_loc\n",
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "scgen.SCGEN.setup_anndata(train_new, batch_key=\"condition\", labels_key=\"cell_type\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating and Saving the model¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mWARNING \u001b[0m Make sure the registered X field in anndata contains unnormalized count data.       \n"
     ]
    }
   ],
   "source": [
    "model = scgen.SCGEN(train_new)\n",
    "model.save(\"../saved_models/model_perturbation_prediction.pt\", overwrite=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: None, using: 0 TPU cores\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 31/100:  31%|███       | 31/100 [01:54<04:14,  3.68s/it, loss=74.7, v_num=1]\n"
     ]
    }
   ],
   "source": [
    "model.train(\n",
    "    max_epochs=100,\n",
    "    batch_size=32,\n",
    "    early_stopping=True,\n",
    "    early_stopping_patience=25\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Latent Space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mWARNING \u001b[0m Make sure the registered X field in anndata contains unnormalized count data.       \n"
     ]
    }
   ],
   "source": [
    "latent_X = model.get_latent_representation()\n",
    "latent_adata = sc.AnnData(X=latent_X, obs=train_new.obs.copy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: You’re trying to run this on 100 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n",
      "         Falling back to preprocessing with `sc.pp.pca` and default params.\n",
      "WARNING: saving figure to file figures/umaplatentspace_batch32_klw000005_z100__100e.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1209.6x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pp.neighbors(latent_adata)\n",
    "sc.tl.umap(latent_adata)\n",
    "sc.pl.umap(latent_adata, color=['condition', 'cell_type'], wspace=0.4, frameon=False,\n",
    "           save='latentspace_batch32_klw000005_z100__100e.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After training the model you can pass the adata of the cells you want to perturb. Here we pass unperturbed CD4T cells\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the 'adata' contains the cells that you want estimate the perturbation based on them. we set \"ctrl\" to our control labels and \"stim\" to our stimulated labels. If you apply it in another context just set \"ctrl\" :\"your_control_label\" and \"stim\":\"your_stimulated_label\". the returned value is a numpy matrix of our predicted cells and the second one is the difference vector between our conditions which might become useful later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n",
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n",
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m Received view of anndata, making copy.                                              \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mWARNING \u001b[0m Make sure the registered X field in anndata contains unnormalized count data.       \n",
      "\u001b[34mINFO    \u001b[0m Received view of anndata, making copy.                                              \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mWARNING \u001b[0m Make sure the registered X field in anndata contains unnormalized count data.       \n",
      "\u001b[34mINFO    \u001b[0m Received view of anndata, making copy.                                              \n",
      "\u001b[31mWARNING \u001b[0m Make sure the registered X field in anndata contains unnormalized count data.       \n"
     ]
    }
   ],
   "source": [
    "pred, delta = model.predict(\n",
    "    ctrl_key='control',\n",
    "    stim_key='stimulated',\n",
    "    celltype_to_predict='CD4T'\n",
    ")\n",
    "pred.obs['condition'] = 'pred'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the previous block, the difference between conditions is by default computed using all cells (obs_key=\"all\"). However, some times you might have a rough idea that which groups (e.g. cell types) are close to your cell type of interest. This might give you more accurate predictions. For example, we can restrict the delta computation only to CD8T and NK cells. We provide dictionary in form of obs_key={\"cell_type\": [\"CD8T\", \"NK\"]} which is telling the model to look at \"cell_type\" labels in adata (here: train_new) and only compute the delta vector based on \"CD8T\" and \"NK\" cells :"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pred, delta = scg.predict(adata=train_new, adata_to_predict=unperturbed_cd4t, conditions={\"ctrl\": \"control\", \"stim\": \"stimulated\"}, cell_type_key=\"cell_type\", condition_key=\"condition\", obs_key={\"cell_type\": [\"CD8T\", \"NK\"]})`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation of the predcition¶\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Extracting both control and real stimulated CD4T cells from our dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctrl_adata = train[((train.obs['cell_type'] == 'CD4T') & (train.obs['condition'] == 'control'))]\n",
    "stim_adata = train[((train.obs['cell_type'] == 'CD4T') & (train.obs['condition'] == 'stimulated'))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merging predicted cells with real ones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "eval_adata = ctrl_adata.concatenate(stim_adata, pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embedding all real and predicted cells in one PCA plot¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'condition' as categorical\n",
      "WARNING: saving figure to file figures/pcapred_stim_b32_klw000005_z100__100e.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.tl.pca(eval_adata)\n",
    "sc.pl.pca(eval_adata, color=\"condition\", frameon=False,\n",
    "           save='pred_stim_b32_klw000005_z100__100e.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mean correlation plot¶"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also visualize your mean gene expression of your predicted cells vs control cells while highlighting your genes of interest (here top 10 differentially expressed genes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "CD4T = train[train.obs[\"cell_type\"] ==\"CD4T\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.uns` of view, copying.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ISG15' 'IFI6' 'ISG20' ... 'FTL' 'RGCC' 'FTH1']\n"
     ]
    }
   ],
   "source": [
    "sc.tl.rank_genes_groups(CD4T, groupby=\"condition\", method=\"wilcoxon\")\n",
    "diff_genes = CD4T.uns[\"rank_genes_groups\"][\"names\"][\"stimulated\"]\n",
    "print(diff_genes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r2_value = model.reg_mean_plot(\n",
    "    eval_adata,\n",
    "    axis_keys={\"x\": \"pred\", \"y\": \"stimulated\"},\n",
    "    gene_list=diff_genes[:10],\n",
    "    labels={\"x\": \"predicted\", \"y\": \"ground truth\"},\n",
    "    path_to_save=\"./reg_mean1.pdf\",\n",
    "    show=True,\n",
    "    legend=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also pass a list of differentially epxressed genes to compute correlation based on them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/marco/.pyenv/versions/scgen_test/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r2_value = model.reg_mean_plot(\n",
    "    eval_adata,\n",
    "    axis_keys={\"x\": \"pred\", \"y\": \"stimulated\"},\n",
    "    gene_list=diff_genes[:10],\n",
    "    top_100_genes= diff_genes,\n",
    "    labels={\"x\": \"predicted\",\"y\": \"ground truth\"},\n",
    "    path_to_save=\"./reg_mean1.pdf\",\n",
    "    show=True,\n",
    "    legend=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Violin plot for a specific gene¶\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's go deeper and compare the distribution of \"ISG15\", the top DEG between stimulated and control CD4T cells between predcited and real cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(eval_adata, keys=\"ISG15\", groupby=\"condition\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
